1) Contain it. Use a small basket, a tray, a pretty bowl.
2) When the container gets full (or preferably, before it is full...perhaps once a week, every 2 weeks, once a month, whatever), empty it! Put the "random" items away.
Here are two examples of where I have these stations set up: